{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 6. Jupyter Notebook 集成\n",
        "\n",
        "## 知识点讲解\n",
        "\n",
        "Matplotlib 与 Jupyter Notebook 有很好的集成，提供了多种显示模式来适应不同的使用场景。\n",
        "\n",
        "### Magic 命令\n",
        "\n",
        "Jupyter Notebook 使用 magic 命令（以 `%` 开头）来控制 Matplotlib 的显示方式。\n",
        "\n",
        "### %matplotlib inline\n",
        "\n",
        "**方法说明**：\n",
        "- 在 Notebook 中内联显示图表\n",
        "- 图表会直接嵌入在输出单元格中\n",
        "- 静态显示，不支持交互\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "%matplotlib inline\n",
        "```\n",
        "\n",
        "**特点**：\n",
        "- 图表作为图像嵌入在 Notebook 中\n",
        "- 保存 Notebook 时图表也会被保存\n",
        "- 适合文档、报告、教学\n",
        "\n",
        "**适用场景**：\n",
        "- 数据分析和可视化\n",
        "- 创建可分享的 Notebook\n",
        "- 教学和演示\n",
        "\n",
        "### %matplotlib notebook\n",
        "\n",
        "**方法说明**：\n",
        "- 提供交互式显示（已弃用）\n",
        "- 支持缩放、平移等交互功能\n",
        "- 在较新版本中已被 `widget` 替代\n",
        "\n",
        "**注意**：\n",
        "- 此命令在 Matplotlib 3.0+ 中已弃用\n",
        "- 建议使用 `%matplotlib widget` 替代\n",
        "\n",
        "### %matplotlib widget\n",
        "\n",
        "**方法说明**：\n",
        "- 使用 ipywidgets 提供交互式显示\n",
        "- 支持缩放、平移、保存等交互功能\n",
        "- 需要安装 ipympl 包\n",
        "\n",
        "**语法格式**：\n",
        "```python\n",
        "%matplotlib widget\n",
        "```\n",
        "\n",
        "**安装要求**：\n",
        "```bash\n",
        "pip install ipympl\n",
        "# 或\n",
        "conda install ipympl\n",
        "```\n",
        "\n",
        "**适用场景**：\n",
        "- 需要交互式探索数据\n",
        "- 动态调整图表参数\n",
        "- 交互式数据分析\n",
        "\n",
        "### 图形大小和分辨率设置\n",
        "\n",
        "**在 Notebook 中设置图形大小**：\n",
        "```python\n",
        "plt.figure(figsize=(width, height))\n",
        "```\n",
        "\n",
        "**设置分辨率（DPI）**：\n",
        "```python\n",
        "plt.figure(figsize=(width, height), dpi=100)\n",
        "```\n",
        "\n",
        "**注意事项**：\n",
        "- `figsize` 单位是英寸\n",
        "- `dpi`（每英寸点数）影响图像清晰度\n",
        "- 在 Notebook 中，过高的 DPI 可能导致图像过大\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例：使用 %matplotlib inline（最常用）\n",
        "%matplotlib inline\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 绘制图表\n",
        "x = np.linspace(0, 10, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "plt.figure(figsize=(8, 5))\n",
        "plt.plot(x, y, linewidth=2, label='sin(x)')\n",
        "plt.xlabel('X 轴', fontsize=12)\n",
        "plt.ylabel('Y 轴', fontsize=12)\n",
        "plt.title('Jupyter Notebook 内联显示示例', fontsize=14, fontweight='bold')\n",
        "plt.legend()\n",
        "plt.grid(True, alpha=0.3)\n",
        "# 在 inline 模式下，plt.show() 是可选的\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 600x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1200x750 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 基础示例：设置图形大小和分辨率\n",
        "%matplotlib inline\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 创建不同大小的图形\n",
        "fig1, ax1 = plt.subplots(figsize=(6, 4))  # 较小图形\n",
        "x = np.linspace(0, 10, 100)\n",
        "ax1.plot(x, np.sin(x))\n",
        "ax1.set_title('较小图形 (6x4 英寸)', fontsize=12)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "fig2, ax2 = plt.subplots(figsize=(10, 6))  # 较大图形\n",
        "ax2.plot(x, np.cos(x))\n",
        "ax2.set_title('较大图形 (10x6 英寸)', fontsize=12)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# 设置高分辨率（注意：在 Notebook 中可能显示较大）\n",
        "fig3, ax3 = plt.subplots(figsize=(8, 5), dpi=150)\n",
        "ax3.plot(x, np.tan(x))\n",
        "ax3.set_ylim(-5, 5)\n",
        "ax3.set_title('高分辨率图形 (DPI=150)', fontsize=12)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x1000 with 4 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 进阶示例：在 Notebook 中创建多个子图\n",
        "%matplotlib inline\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 准备数据\n",
        "x = np.linspace(0, 2*np.pi, 100)\n",
        "\n",
        "# 创建 2x2 子图布局\n",
        "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
        "fig.suptitle('多个子图示例', fontsize=16, fontweight='bold', y=0.98)\n",
        "\n",
        "# 绘制各个子图\n",
        "axes[0, 0].plot(x, np.sin(x), color='#2E86AB', linewidth=2)\n",
        "axes[0, 0].set_title('sin(x)', fontsize=12)\n",
        "axes[0, 0].grid(True, alpha=0.3)\n",
        "\n",
        "axes[0, 1].plot(x, np.cos(x), color='#A23B72', linewidth=2)\n",
        "axes[0, 1].set_title('cos(x)', fontsize=12)\n",
        "axes[0, 1].grid(True, alpha=0.3)\n",
        "\n",
        "axes[1, 0].plot(x, np.tan(x), color='#F18F01', linewidth=2)\n",
        "axes[1, 0].set_title('tan(x)', fontsize=12)\n",
        "axes[1, 0].set_ylim(-5, 5)\n",
        "axes[1, 0].grid(True, alpha=0.3)\n",
        "\n",
        "axes[1, 1].plot(x, np.exp(-x/2), color='#6A994E', linewidth=2)\n",
        "axes[1, 1].set_title('exp(-x/2)', fontsize=12)\n",
        "axes[1, 1].grid(True, alpha=0.3)\n",
        "\n",
        "plt.tight_layout(rect=[0, 0, 1, 0.96])\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# 进阶示例：使用 %matplotlib widget（交互式，需要安装 ipympl）\n",
        "# 注意：如果未安装 ipympl，此示例可能无法运行\n",
        "# 安装命令: pip install ipympl\n",
        "\n",
        "# %matplotlib widget\n",
        "\n",
        "# import matplotlib.pyplot as plt\n",
        "# import numpy as np\n",
        "\n",
        "# # 配置中文字体\n",
        "# plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei']\n",
        "# plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# # 创建交互式图表\n",
        "# fig, ax = plt.subplots(figsize=(8, 5))\n",
        "# x = np.linspace(0, 10, 100)\n",
        "# y = np.sin(x)\n",
        "# ax.plot(x, y, linewidth=2)\n",
        "# ax.set_xlabel('X 轴', fontsize=12)\n",
        "# ax.set_ylabel('Y 轴', fontsize=12)\n",
        "# ax.set_title('交互式图表（可以缩放、平移）', fontsize=14)\n",
        "# ax.grid(True, alpha=0.3)\n",
        "# plt.show()\n",
        "\n",
        "# 取消注释上面的代码以使用交互式模式\n",
        "print(\"要使用交互式模式，请：\")\n",
        "print(\"1. 安装 ipympl: pip install ipympl\")\n",
        "print(\"2. 取消注释上面的代码\")\n",
        "print(\"3. 运行代码，图表将支持交互操作（缩放、平移等）\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# 实际应用场景：在 Notebook 中进行数据分析可视化\n",
        "%matplotlib inline\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# 配置中文字体\n",
        "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei', 'SimHei']\n",
        "plt.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 模拟数据分析场景\n",
        "np.random.seed(42)\n",
        "dates = pd.date_range('2024-01-01', periods=30, freq='D')\n",
        "values = 100 + np.random.randn(30).cumsum()\n",
        "\n",
        "# 创建数据分析报告\n",
        "fig = plt.figure(figsize=(14, 8))\n",
        "gs = fig.add_gridspec(2, 3, hspace=0.3, wspace=0.3)\n",
        "\n",
        "# 主图：时间序列\n",
        "ax1 = fig.add_subplot(gs[0, :])\n",
        "ax1.plot(dates, values, marker='o', linewidth=2, markersize=4, color='#2E86AB')\n",
        "ax1.set_title('30天数据趋势', fontsize=14, fontweight='bold')\n",
        "ax1.set_xlabel('日期', fontsize=11)\n",
        "ax1.set_ylabel('数值', fontsize=11)\n",
        "ax1.grid(True, alpha=0.3)\n",
        "ax1.tick_params(axis='x', rotation=45)\n",
        "\n",
        "# 子图1：直方图\n",
        "ax2 = fig.add_subplot(gs[1, 0])\n",
        "ax2.hist(values, bins=10, color='#A23B72', alpha=0.7, edgecolor='black')\n",
        "ax2.set_title('数值分布', fontsize=12)\n",
        "ax2.set_xlabel('数值', fontsize=10)\n",
        "ax2.set_ylabel('频数', fontsize=10)\n",
        "ax2.grid(True, alpha=0.3, axis='y')\n",
        "\n",
        "# 子图2：箱线图\n",
        "ax3 = fig.add_subplot(gs[1, 1])\n",
        "ax3.boxplot(values, vert=True, patch_artist=True,\n",
        "            boxprops=dict(facecolor='#F18F01', alpha=0.7))\n",
        "ax3.set_title('数值统计', fontsize=12)\n",
        "ax3.set_ylabel('数值', fontsize=10)\n",
        "ax3.grid(True, alpha=0.3, axis='y')\n",
        "\n",
        "# 子图3：统计信息文本\n",
        "ax4 = fig.add_subplot(gs[1, 2])\n",
        "ax4.axis('off')\n",
        "stats = f\"\"\"\n",
        "统计摘要\n",
        "\n",
        "平均值: {values.mean():.2f}\n",
        "中位数: {np.median(values):.2f}\n",
        "标准差: {values.std():.2f}\n",
        "最大值: {values.max():.2f}\n",
        "最小值: {values.min():.2f}\n",
        "\"\"\"\n",
        "ax4.text(0.1, 0.5, stats, fontsize=11, \n",
        "         verticalalignment='center', family='monospace',\n",
        "         bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n",
        "\n",
        "plt.suptitle('数据分析报告 - Jupyter Notebook 集成示例', \n",
        "             fontsize=16, fontweight='bold', y=0.98)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 常见错误和注意事项\n",
        "\n",
        "1. **Magic 命令位置**\n",
        "   - 错误：在导入 matplotlib 之后使用 magic 命令\n",
        "   - 解决：`%matplotlib inline` 应该在导入之前或同一单元格开头\n",
        "\n",
        "2. **交互式模式未安装**\n",
        "   - 错误：使用 `%matplotlib widget` 但未安装 ipympl\n",
        "   - 解决：使用 `pip install ipympl` 安装\n",
        "\n",
        "3. **图形大小设置**\n",
        "   - 错误：图形在 Notebook 中显示过大或过小\n",
        "   - 解决：调整 `figsize` 参数，通常 (8, 5) 或 (10, 6) 较合适\n",
        "\n",
        "4. **分辨率设置**\n",
        "   - 错误：DPI 设置过高导致图像过大\n",
        "   - 解决：在 Notebook 中，DPI=100 通常足够，不需要设置过高\n",
        "\n",
        "5. **plt.show() 的使用**\n",
        "   - 在 `inline` 模式下，`plt.show()` 是可选的\n",
        "   - 但在脚本中必须使用 `plt.show()`\n",
        "\n",
        "6. **多个图形显示**\n",
        "   - 每个单元格可以显示多个图形\n",
        "   - 使用 `plt.close()` 可以关闭不需要的图形，节省内存\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## 总结\n",
        "\n",
        "### 显示模式对比\n",
        "\n",
        "| 模式 | 命令 | 特点 | 适用场景 |\n",
        "|------|------|------|----------|\n",
        "| 内联显示 | `%matplotlib inline` | 静态，嵌入 Notebook | 数据分析、报告 |\n",
        "| 交互式（旧） | `%matplotlib notebook` | 交互式（已弃用） | 不推荐使用 |\n",
        "| 交互式（新） | `%matplotlib widget` | 交互式，需要 ipympl | 交互式探索 |\n",
        "\n",
        "### 最佳实践\n",
        "\n",
        "1. **默认使用 inline 模式**：\n",
        "   - 大多数情况下，`%matplotlib inline` 是最佳选择\n",
        "   - 图表会嵌入 Notebook，便于分享和保存\n",
        "\n",
        "2. **图形大小设置**：\n",
        "   - 单图：`figsize=(8, 5)` 或 `(10, 6)`\n",
        "   - 多子图：根据子图数量调整\n",
        "   - 使用 `tight_layout()` 自动调整布局\n",
        "\n",
        "3. **分辨率设置**：\n",
        "   - Notebook 中通常不需要设置 DPI\n",
        "   - 保存图片时可以使用 `dpi=300` 获得高质量输出\n",
        "\n",
        "4. **代码组织**：\n",
        "   - 在每个 Notebook 开头设置 magic 命令\n",
        "   - 配置字体等全局设置\n",
        "   - 保持代码结构清晰\n",
        "\n",
        "### 性能建议\n",
        "\n",
        "- **内存管理**：及时使用 `plt.close()` 关闭不需要的图形\n",
        "- **大数据集**：对于大数据集，考虑数据采样或使用更高效的绘图方法\n",
        "- **批量生成**：需要生成大量图表时，考虑使用脚本而非 Notebook\n",
        "- **交互式模式**：只在需要交互探索时使用 `widget` 模式，平时使用 `inline` 模式\n"
      ]
    }
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